{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>省份</th>\n",
       "      <th>产品A</th>\n",
       "      <th>产品B</th>\n",
       "      <th>产品C</th>\n",
       "      <th>产品D</th>\n",
       "      <th>产品E</th>\n",
       "      <th>产品F</th>\n",
       "      <th>产品G</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广东</td>\n",
       "      <td>9275</td>\n",
       "      <td>8498</td>\n",
       "      <td>5019</td>\n",
       "      <td>4468</td>\n",
       "      <td>3637</td>\n",
       "      <td>5997</td>\n",
       "      <td>8307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>广西</td>\n",
       "      <td>9849</td>\n",
       "      <td>8413</td>\n",
       "      <td>9222</td>\n",
       "      <td>6162</td>\n",
       "      <td>3401</td>\n",
       "      <td>4045</td>\n",
       "      <td>1983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>湖南</td>\n",
       "      <td>5413</td>\n",
       "      <td>7855</td>\n",
       "      <td>2973</td>\n",
       "      <td>1597</td>\n",
       "      <td>1078</td>\n",
       "      <td>4316</td>\n",
       "      <td>6213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>湖北</td>\n",
       "      <td>7425</td>\n",
       "      <td>9862</td>\n",
       "      <td>3341</td>\n",
       "      <td>7923</td>\n",
       "      <td>4348</td>\n",
       "      <td>3878</td>\n",
       "      <td>3065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>江西</td>\n",
       "      <td>1159</td>\n",
       "      <td>1334</td>\n",
       "      <td>1927</td>\n",
       "      <td>9884</td>\n",
       "      <td>8205</td>\n",
       "      <td>5933</td>\n",
       "      <td>6321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>四川</td>\n",
       "      <td>8869</td>\n",
       "      <td>8405</td>\n",
       "      <td>8244</td>\n",
       "      <td>5410</td>\n",
       "      <td>8609</td>\n",
       "      <td>3332</td>\n",
       "      <td>8103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>福建</td>\n",
       "      <td>4189</td>\n",
       "      <td>2610</td>\n",
       "      <td>2293</td>\n",
       "      <td>8297</td>\n",
       "      <td>2708</td>\n",
       "      <td>2305</td>\n",
       "      <td>9252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>江苏</td>\n",
       "      <td>5818</td>\n",
       "      <td>7852</td>\n",
       "      <td>3670</td>\n",
       "      <td>8593</td>\n",
       "      <td>1827</td>\n",
       "      <td>5824</td>\n",
       "      <td>4199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>河南</td>\n",
       "      <td>9914</td>\n",
       "      <td>8509</td>\n",
       "      <td>3010</td>\n",
       "      <td>8881</td>\n",
       "      <td>1950</td>\n",
       "      <td>7763</td>\n",
       "      <td>2435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>河北</td>\n",
       "      <td>1374</td>\n",
       "      <td>7141</td>\n",
       "      <td>9549</td>\n",
       "      <td>9895</td>\n",
       "      <td>7170</td>\n",
       "      <td>3065</td>\n",
       "      <td>7211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>山东</td>\n",
       "      <td>7908</td>\n",
       "      <td>4466</td>\n",
       "      <td>3310</td>\n",
       "      <td>7333</td>\n",
       "      <td>7452</td>\n",
       "      <td>4683</td>\n",
       "      <td>2780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>山西</td>\n",
       "      <td>8703</td>\n",
       "      <td>2270</td>\n",
       "      <td>5979</td>\n",
       "      <td>9614</td>\n",
       "      <td>9307</td>\n",
       "      <td>2951</td>\n",
       "      <td>6253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    省份   产品A   产品B   产品C   产品D   产品E   产品F   产品G\n",
       "0   广东  9275  8498  5019  4468  3637  5997  8307\n",
       "1   广西  9849  8413  9222  6162  3401  4045  1983\n",
       "2   湖南  5413  7855  2973  1597  1078  4316  6213\n",
       "3   湖北  7425  9862  3341  7923  4348  3878  3065\n",
       "4   江西  1159  1334  1927  9884  8205  5933  6321\n",
       "5   四川  8869  8405  8244  5410  8609  3332  8103\n",
       "6   福建  4189  2610  2293  8297  2708  2305  9252\n",
       "7   江苏  5818  7852  3670  8593  1827  5824  4199\n",
       "8   河南  9914  8509  3010  8881  1950  7763  2435\n",
       "9   河北  1374  7141  9549  9895  7170  3065  7211\n",
       "10  山东  7908  4466  3310  7333  7452  4683  2780\n",
       "11  山西  8703  2270  5979  9614  9307  2951  6253"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('data/plot.xlsx', sheet_name='imshow')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9275, 8498, 5019, 4468, 3637, 5997, 8307],\n",
       "       [9849, 8413, 9222, 6162, 3401, 4045, 1983],\n",
       "       [5413, 7855, 2973, 1597, 1078, 4316, 6213],\n",
       "       [7425, 9862, 3341, 7923, 4348, 3878, 3065],\n",
       "       [1159, 1334, 1927, 9884, 8205, 5933, 6321],\n",
       "       [8869, 8405, 8244, 5410, 8609, 3332, 8103],\n",
       "       [4189, 2610, 2293, 8297, 2708, 2305, 9252],\n",
       "       [5818, 7852, 3670, 8593, 1827, 5824, 4199],\n",
       "       [9914, 8509, 3010, 8881, 1950, 7763, 2435],\n",
       "       [1374, 7141, 9549, 9895, 7170, 3065, 7211],\n",
       "       [7908, 4466, 3310, 7333, 7452, 4683, 2780],\n",
       "       [8703, 2270, 5979, 9614, 9307, 2951, 6253]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = df.drop(columns='省份').values\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['产品A', '产品B', '产品C', '产品D', '产品E', '产品F', '产品G'], dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df.省份\n",
    "x = df.drop(columns='省份').columns\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# 热力图\n",
    "plt.imshow(data, cmap='Blues')\n",
    "\n",
    "# 修改刻度\n",
    "plt.xticks(range(len(x)), x)\n",
    "plt.yticks(range(len(y)), y)\n",
    "\n",
    "# 添加文字\n",
    "for i in range(len(x)):\n",
    "    for j in range(len(y)):\n",
    "        plt.text(i, j, data[j][i], ha='center', va='center', color='white')\n",
    "\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
